Unsupervised Large Language Model Alignment for Information Retrieval via Contrastive Feedback

Author:

Dong Qian1ORCID,Liu Yiding2ORCID,Ai Qingyao3ORCID,Wu Zhijing4ORCID,Li Haitao1ORCID,Liu Yiqun1ORCID,Wang Shuaiqiang5ORCID,Yin Dawei5ORCID,Ma Shaoping1ORCID

Affiliation:

1. DCST, Tsinghua University, Beijing, China

2. Baidu Inc., Beijing, Singapore

3. Quan Cheng Laboratory & DCST, Tsinghua University, Beijing, China

4. School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China

5. Baidu Inc., Beijing, China

Funder

Quan Cheng Laboratory

Publisher

ACM

Reference69 articles.

1. Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell Jackson Kernion Andy Jones Anna Chen Anna Goldie Azalia Mirhoseini Cameron McKinnon et al. 2022. Constitutional ai: Harmlessness from ai feedback. arXiv preprint arXiv:2212.08073 (2022).

2. Florian Böhm, Yang Gao, Christian M Meyer, Ori Shapira, Ido Dagan, and Iryna Gurevych. 2019. Better rewards yield better summaries: Learning to summarise without references. arXiv preprint arXiv:1909.01214 (2019).

3. Luiz Bonifacio, Hugo Abonizio, Marzieh Fadaee, and Rodrigo Nogueira. 2022. InPars: Data Augmentation for Information Retrieval using Large Language Models. arXiv preprint arXiv:2202.05144 (2022).

4. Mrinmoi Borah Pankaj Dadure Partha Pakray et al. 2022. Comparative analysis of T5 model for abstractive text summarization on different datasets. (2022).

5. Arthur Bravzinskas, Mirella Lapata, and Ivan Titov. 2019. Unsupervised opinion summarization as copycat-review generation. arXiv preprint arXiv:1911.02247 (2019).

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